A dual-task-assisted self-organizing map evolutionary algorithm for constraining multimodal multi-objective optimization

doi:10.1016/j.swevo.2025.102276

A dual-task-assisted self-organizing map evolutionary algorithm for constraining multimodal multi-objective optimization

2026-01-05

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DOI：10.1016/j.swevo.2025.102276

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Abstract

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• A dual-task-assisted framework is designed for constrained multimodal problems. • A self-organizing map network is constructed to learn the topology of the true PF. • The dynamic environment selection mechanism is innovatively proposed. • The adaptive pruning strategy is designed to balance the two spaces.

Keywords:

Constrained multimodal optimization

Evolutionary algorithm

Dual-task

Self-organizing map

Pruning strategy

A dual-task-assisted self-organizing map evolutionary algorithm for constraining multimodal multi-objective optimization

Abstract

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